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Machine Learning BasicsCovers the basics of machine learning for engineers, including grading, course requirements, practical examples, AI concepts, and ML applications.
Deep Knowledge TracingExplores Deep Knowledge Tracing and its application in predicting student learning outcomes using neural networks and loss functions.
Ethics in AI: A Deep DiveExplores the ethical implications of AI, emphasizing transparency and accountability in its applications.
Deep Learning: Recurrent Neural NetworksExplores Recurrent Neural Networks for behavioral data, covering Deep Knowledge Tracing, LSTM, GRU networks, hyperparameter tuning, and time series prediction tasks.